sakshamgulatinoibu commited on
Commit
c44c836
1 Parent(s): f0f54e0

adding keybert inspired, umap-components-100

Browse files
Files changed (6) hide show
  1. README.md +77 -0
  2. config.json +111 -0
  3. ctfidf.safetensors +3 -0
  4. ctfidf_config.json +2314 -0
  5. topic_embeddings.safetensors +3 -0
  6. topics.json +0 -0
README.md ADDED
@@ -0,0 +1,77 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+
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+ ---
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+ tags:
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+ - bertopic
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+ library_name: bertopic
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+ pipeline_tag: text-classification
7
+ ---
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+
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+ # Bertopic_Keybert_Champions
10
+
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+ This is a [BERTopic](https://github.com/MaartenGr/BERTopic) model.
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+ BERTopic is a flexible and modular topic modeling framework that allows for the generation of easily interpretable topics from large datasets.
13
+
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+ ## Usage
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+
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+ To use this model, please install BERTopic:
17
+
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+ ```
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+ pip install -U bertopic
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+ ```
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+
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+ You can use the model as follows:
23
+
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+ ```python
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+ from bertopic import BERTopic
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+ topic_model = BERTopic.load("Noibu/Bertopic_Keybert_Champions")
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+
28
+ topic_model.get_topic_info()
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+ ```
30
+
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+ ## Topic overview
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+
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+ * Number of topics: 10
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+ * Number of training documents: 11678
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+
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+ <details>
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+ <summary>Click here for an overview of all topics.</summary>
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+
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+ | Topic ID | Topic Keywords | Topic Frequency | Label |
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+ |----------|----------------|-----------------|-------|
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+ | -1 | short - powerblend - mesh short - shorts - big tall | 78 | -1_short_powerblend_mesh short_shorts |
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+ | 0 | ny - york - new york - st - st apt | 2099 | 0_ny_york_new york_st |
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+ | 1 | available color - color - color black - grey - white | 5852 | 1_available color_color_color black_grey |
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+ | 2 | search result - search - short search - item search - pant search | 2210 | 2_search result_search_short search_item search |
45
+ | 3 | address close - shipping address - address - shipping - michael | 463 | 3_address close_shipping address_address_shipping |
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+ | 4 | size xl - size guide - xl xl - xl available - xl | 403 | 4_size xl_size guide_xl xl_xl available |
47
+ | 5 | code - code order - apply - new premium - premium | 190 | 5_code_code order_apply_new premium |
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+ | 6 | password - new password - login - account - enter | 140 | 6_password_new password_login_account |
49
+ | 7 | shipping address - address address - address - address order - new address | 131 | 7_shipping address_address address_address_address order |
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+ | 8 | billing - credit card - card number - card - credit | 112 | 8_billing_credit card_card number_card |
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+
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+ </details>
53
+
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+ ## Training hyperparameters
55
+
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+ * calculate_probabilities: True
57
+ * language: None
58
+ * low_memory: False
59
+ * min_topic_size: 50
60
+ * n_gram_range: (1, 2)
61
+ * nr_topics: 10
62
+ * seed_topic_list: [['ship', 'address', 'location', 'destination', 'post', 'deliver', 'florida', 'texas', 'united states', 'europe', 'asia'], ['password', 'account', 'login', 'sign in', 'email', 'id', 'authentication', 'username'], ['select', 'choose', 'sort', 'next', 'more', 'back', 'scroll', 'previous', 'search', 'results', 'catalog', 'find', 'lookup', 'query', 'browse', 'explore', 'filter'], ['first', 'last', 'name', 'username', 'middlename', 'surname', 'given name', 'alias'], ['cart', 'basket', 'bag', 'add', 'remove', 'edit', 'cancel', 'update', 'delete', 'modify', 'change'], ['checkout', 'payment', 'pay', 'order', 'purchase', 'billing', 'transaction'], ['small', 'medium', 'large', 'extra large', 's', 'm', 'l', 'xl', 'xxl', 'slim fit', 'size', 'fit', 'quantity'], ['promo', 'code', 'apply', 'welcome', 'offer']]
63
+ * top_n_words: 10
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+ * verbose: False
65
+
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+ ## Framework versions
67
+
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+ * Numpy: 1.23.5
69
+ * HDBSCAN: 0.8.33
70
+ * UMAP: 0.5.3
71
+ * Pandas: 1.5.3
72
+ * Scikit-Learn: 1.2.2
73
+ * Sentence-transformers: 2.2.2
74
+ * Transformers: 4.31.0
75
+ * Numba: 0.56.4
76
+ * Plotly: 5.15.0
77
+ * Python: 3.10.12
config.json ADDED
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+ {
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+ ],
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+ "seed_topic_list": [
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+ [
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+ "ship",
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+ "address",
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+ "location",
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+ "destination",
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+ "post",
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+ "deliver",
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+ "florida",
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+ "texas",
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+ "united states",
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+ "europe",
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+ "asia"
24
+ ],
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+ [
26
+ "password",
27
+ "account",
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+ "login",
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+ "sign in",
30
+ "email",
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+ "id",
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+ "authentication",
33
+ "username"
34
+ ],
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+ [
36
+ "select",
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+ "choose",
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+ "sort",
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+ "next",
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+ "more",
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+ "back",
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+ "scroll",
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+ "previous",
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+ "search",
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+ "results",
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+ "catalog",
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+ "find",
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+ "lookup",
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+ "query",
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+ "browse",
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+ "explore",
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+ "filter"
53
+ ],
54
+ [
55
+ "first",
56
+ "last",
57
+ "name",
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+ "username",
59
+ "middlename",
60
+ "surname",
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+ "given name",
62
+ "alias"
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+ ],
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+ [
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+ "cart",
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+ "basket",
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+ "bag",
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+ "add",
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+ "remove",
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+ "edit",
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+ "cancel",
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+ "update",
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+ "delete",
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+ "modify",
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+ "change"
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+ ],
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+ [
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+ "checkout",
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+ "payment",
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+ "pay",
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+ "order",
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+ "purchase",
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+ "billing",
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+ "transaction"
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+ ],
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+ [
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+ "small",
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+ "medium",
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+ "large",
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+ "extra large",
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+ "s",
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+ "m",
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+ "l",
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+ "xl",
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+ "xxl",
96
+ "slim fit",
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+ "size",
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+ "fit",
99
+ "quantity"
100
+ ],
101
+ [
102
+ "promo",
103
+ "code",
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+ "apply",
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+ "welcome",
106
+ "offer"
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+ ]
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+ ],
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+ "top_n_words": 10,
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+ "verbose": false
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+ }
ctfidf.safetensors ADDED
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+ oid sha256:ea6ee6f92ff4bcf3a8aad8c1409a15152d26eaeb6c819ac6b44dc94562e2b943
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+ size 82792
ctfidf_config.json ADDED
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